Unnat Patel

Healthcare documents · 9 of 31 · Evidence · 10 minutes

Healthcare products. From problem to production.

Business requirements

Claims automation, provider matching and a legacy claims integration replaced — explored through the documents and decisions.

01

Claims intake and provider resolution — business requirements

The business commitment: problem, objective, boundaries, requirements, measurable acceptance and release ownership.

Product decision
Prioritize reliable claim completion and provider identity before increasing automation coverage.

Document type
Business requirements
Status
Portfolio sample · written from my healthcare claims experience
Product decision
Prioritize reliable claim completion and provider identity before increasing automation coverage.

Portfolio sample from my healthcare product experience. Requirements, thresholds and review records are illustrative; they are not employer documents or historical sign-offs.

Problem statement

Paper CMS-1500 and UB-04 claims require repetitive entry before electronic processing. Missing provider names and inconsistent address representations create additional resolution work. A faster extraction step creates limited value if the resulting claim still waits for manual correction downstream.

UPCigna Supplemental BenefitsPaper-to-EDI conversion

Paper in.
Claims ready to move.

One conversion. Two connected outputs.

15min

saved per claim
in manual processing

300k

claims per month

2%

of manual claims avoided

TWO OUTPUT PATHS

A processable claim.
A retrievable original.

Unnat Patel · Product leadership

Select any step to explore. Form layouts are simplified.

Step overview

Read the complete process

Claim forms and a primary-payer EOB

Incoming paper claims include CMS-1500/UB-04 forms and a primary-payer Explanation of Benefits (EOB). CMS-1500 professional claims convert to EDI 837P; UB-04 institutional claims convert to EDI 837I. The primary-payer EOB is an input, distinct from the EOB generated after adjudication. The simplified forms contain no patient data.

Process explanation: Confirm the form type and legibility before extraction.

OCR + AI read the claim

OCR and AI extract the information from the paper forms for conversion.

Process explanation: Check incomplete or uncertain values against the source image before applying conversion rules.

Custom rules prepare both outputs

Custom conversion rules create EDI files alongside image and index files.

Process explanation: Validate required values, apply the corresponding 837 format and route generation errors for review.

Keep the original retrievable

The image and index share a common claim ID in OnBase. Stakeholders can retrieve the original claim for appeals or re-review. Storage supported the project's stated 10-year retention requirement.

Process explanation: Keep the image and index associated, and surface a failed lookup or storage handoff.

Send the electronic claim for adjudication

Professional claims use EDI 837P; institutional claims use EDI 837I. The files go to the claims processor for adjudication.

Process explanation: Confirm receipt and investigate missing or rejected acknowledgements. File acceptance is distinct from adjudication.

Adjudicate, then create the outputs

The claims processor adjudicates the claim, followed by payment, invoice and Explanation of Benefits (EOB) outputs. The generated EOB is distinct from the primary-payer EOB received with the incoming paper claim.

Process explanation: Processing and its downstream outputs follow the receiving workflow. This conversion project is separate from the claims-engine replacement.

Objective and evidence

Reduce end-to-end manual handling for supported claims while keeping unresolved work visible and recoverable. My claims automation work converted scanned forms into EDI 837 transactions and supported auto-adjudication: more than 400,000 paper claims converted to EDI 837, an 80-person team redeployed and about $1M a year saved. The provider API and platform replacement are separate experiences that inform these sample requirements.

  1. more than 400,000 paper claims converted to EDI 837
  2. 80-person team redeployed
  3. about $1M a year saved

Explore the Paper-to-EDI process above

Users and intended outcomes

Claims operators need a complete, traceable work item; provider-data teams need actionable match exceptions; receiving systems need valid transactions; product and operations need trustworthy cost, speed and quality reporting. Customer care needs a processing status it can explain accurately.

  1. Claims operators need a complete, traceable work item
  2. provider-data teams need actionable match exceptions
  3. receiving systems need valid transactions
  4. product and operations need trustworthy cost, speed and quality reporting
  5. Customer care needs a processing status it can explain accurately

In scope / out of scope

The primary release covers a defined medical-claims cohort. The integration platform migration has a separate scope and release decision.

In scopeOut of scope
CMS-1500 / professional and UB-04 / institutional intakeAdditional form types without an explicit contract and validation.
OCR extraction, required-field validation and authorized correctionInferring missing clinical facts or approving coverage from an OCR score.
Provider normalization and authorized central-source resolutionCredentialing, network eligibility or prescriber authority inferred solely from an identity match.
Valid 837 handoff, acknowledgement tracking and reconciliationChanging benefit policy, clinical judgment or receiving adjudication rules.
Role-based exception handling and operational reportingRetail-pharmacy NCPDP processing within this medical-claims release.

Stakeholders and decision rights

I connect the business outcome to the people accountable for its consequences.

PartnerDecision or evidence
ProductOutcome, option comparison, MVP scope, priorities and acceptance contract.
Operations & customer careUsable exceptions, staffing, training, status language and escalation ownership.
Engineering, vendor & designExtraction/interface feasibility, source visibility, contract tests and recovery.
Provider-data & claims specialistsMatching evidence, authorized correction and downstream transaction interpretation.
Security, legal & compliancePermitted data use, access, retention, partner obligations and release evidence.
Patient safety & clinical partnersReview plausible downstream consequences and boundaries requiring professional judgment; administrative gains alone do not establish clinical benefit.

Business requirements

P0 defines the minimum releasable commitment.

ID / priorityRequirementBusiness acceptance
BR1 · P0Reduce repetitive entry for supported valid claimsA valid claim progresses from source to receiver without avoidable re-entry.
BR2 · P0Resolve provider identity on supported evidenceUncertain identity remains visible; normalization cannot silently select a provider.
BR3 · P0Account for the complete intake inventoryEach unique received claim has exactly one current state and a traceable disposition.
BR4 · P0Support safe recovery and platform continuityRetries and authorized replays do not lose or duplicate live transactions.
BR5 · P0Make operations accountable and usableA held claim has a reason, queue, age and a permitted route to resolution.
BR6 · P0Measure value after reworkCost and speed reporting includes correction effort, held work and downstream defects.

Functional requirements and Given / When / Then acceptance

The functional specification expands these contracts with response semantics and boundary cases.

RequirementGivenWhenThen
FR1 · Supported formsA complete CMS-1500 or UB-04 source is receivedThe intake service classifies itCreate a traceable claim record and select the professional or institutional mapping; quarantine unsupported or unreadable forms.
FR2 · Extraction & correctionA required field is missing, uncertain or inconsistent with the sourceAn authorized operator reviews the candidateDisplay the source beside the field; record the correction and revalidate before the claim can advance.
FR4 · Provider resolutionThe authorized central source has current, uniquely supported provider evidenceThe API resolves the requestReturn the matched provider reference, evidence version and reason; return distinct missing, no-match, ambiguous or stale statuses otherwise.
FR5 · EDI validationA complete reviewed claim has resolved required provider evidenceThe applicable 837P or 837I transaction is generatedValidate against the applicable implementation and receiver contract; block invalid transactions and return an actionable field-level reason.
FR6 · Adjudication handoffA validated claim is authorized for the receiving adjudication systemThe transaction is submitted and acknowledgedPersist submission and acknowledgement separately; update final disposition only from the receiving system’s adjudication result.
FR7 · Retry & duplicate protectionA request times out or is repeated with the same processing identityThe service checks status or retriesPreserve identity, inspect known receiver status and prevent an unintended second claim submission; do not treat silence as failure.
FR9 · Authorization & auditAn actor requests claim access, correction or exportTheir identity and permissions are evaluatedAllow only the permitted operation and record the action; deny unauthorized access without exposing protected values in errors or logs.
FR10 · Exception ownershipA claim is held, rejected or awaiting a confirmed resultOperations opens the exception queueShow current state, reason, accountable queue and age; a resolved correction re-enters validation with its source history intact.

Metrics requirements

Use the same event definitions in the product, reporting and business review.

IDMeasure / definitionDecision
MR1 · AutomationDistinct eligible claims reaching a final receiver disposition without manual handling / all eligible received claims in the same cohort; report immature pending cohort separatelyDecide whether to expand eligibility.
MR2 · CostAllocated extraction, compute, support and manual correction cost / distinct completed claims in the same period; report pending backlog alongside itIdentify whether work was removed or shifted.
MR3 · SpeedReceived-to-final-disposition elapsed time p50/p95, plus extraction, lookup and acknowledgement stage timesLocate the bottleneck before buying more capacity.
MR4 · DefectsFalse provider matches, EDI rejection, duplicate submission and correction rates with explicit denominatorsStop expansion when a value gain masks quality loss.
MR5 · AccountabilityUnique intake inventory reconciled to mutually exclusive current states; report unresolved age and unassigned queuesExpose missing work and operating gaps.

Nonfunctional and safety requirements

The values below are acceptance targets for this sample, separate from reported historical outcomes.

RequirementAcceptance evidence
Access & data protectionAuthorized role checks cover read, correct, submit and export; sensitive values excluded from routine logs; retention follows an approved policy.
Provider API performanceAt a declared 50 requests/second sample load, p95 ≤500 ms; publish source-query/cache breakdown and error rate.
RecoverabilityInjected timeouts and replay retain one processing identity and produce no unintended duplicate live submissions.
TraceabilityEvery test claim retains source, validation version, provider resolution and state-change history.
Safety boundaryNo OCR or matching component decides clinical necessity, benefit approval or medication appropriateness.

Dependencies, assumptions and risks

Dependencies include representative forms, approved receiver specifications, an authorized current provider source and staffed review queues. The principal risks are extraction error, false matching, stale reference data and silent loss during recovery. I keep the eligible cohort bounded until the complete path and its exceptions are demonstrated.

  1. extraction error
  2. false matching
  3. stale reference data
  4. silent loss during recovery

I keep the eligible cohort bounded until the complete path and its exceptions are demonstrated.

Traceability and release decision

BR1 → FR1/2/5/6 → Q1–Q4. BR2 → FR3/4 → Q5–Q7. BR3/4 → FR6/7/8 → Q8–Q10. BR5 → FR9/10 → Q11–Q12. BR6 → MR1–MR5 → Q12 plus the measurement review. The sample release gate requires executed QA, operator UAT, accountable support and reconciled inventory; the portfolio is not a historical sign-off record.

CMS: professional claims and CMS-1500 ↗ · CMS: institutional CMS-1450 / 837I ↗ · CMS: adopted transaction standards ↗

  1. executed QA
  2. operator UAT
  3. accountable support
  4. reconciled inventory

the portfolio is not a historical sign-off record